Search Results for author: Katelyn Morrison

Found 3 papers, 1 papers with code

The Impact of Imperfect XAI on Human-AI Decision-Making

no code implementations25 Jul 2023 Katelyn Morrison, Philipp Spitzer, Violet Turri, Michelle Feng, Niklas Kühl, Adam Perer

Our findings reveal the influence of imperfect XAI and humans' level of expertise on their reliance on AI and human-AI team performance.

Decision Making Explainable Artificial Intelligence (XAI)

Exploring Corruption Robustness: Inductive Biases in Vision Transformers and MLP-Mixers

1 code implementation24 Jun 2021 Katelyn Morrison, Benjamin Gilby, Colton Lipchak, Adam Mattioli, Adriana Kovashka

We find that vision transformer architectures are inherently more robust to corruptions than the ResNet-50 and MLP-Mixers.

Data Augmentation

Reducing Discrimination in Learning Algorithms for Social Good in Sociotechnical Systems

no code implementations27 Nov 2020 Katelyn Morrison

Sociotechnical systems within cities are now equipped with machine learning algorithms in hopes to increase efficiency and functionality by modeling and predicting trends.

Bayesian Optimization BIG-bench Machine Learning +1

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